The
identification procedure assumes that the spot
pattern of each individual is a unique distinguishing feature. Basically,
the user points out the most distinguishing spots in each image. This spot
pattern is stored in what is called a ‘fingerprint file’. In the identification
step, the resulting spot pattern is matched with the spot patterns of all the
known individuals in the database. To be able to correct for differences in
viewing angle and distance, the user is also required to point out three reference points.
Using a linear transformation it is
now possible to compare two shark images in roughly the same coordinate system.
A comparison of two individuals basically comes down to finding corresponding
spot pairs in this coordinate system. From these pairs a distance metric is
calculated to be able to rank each shark image in the database.
I
3S
Classic is based on the assumption that all spots
are more or less the same size and close
to circular. For Ragged Tooth Sharks and Whale Sharks this assumption works. However, other
animals like Manta rays or the Ocean Sunfish, have a wide variety in spots concerning
their shape and size.
Our new tool, I
3S
Manta extends the
use of I
3S to these kinds of marine species by allowing the
researchers to extract information about spot size, shape and direction and use this information in the
comparison with a database.